{
 "cells": [
  {
   "cell_type": "raw",
   "id": "e8aab138-d5f8-423f-b5c9-b3a099f4803b",
   "metadata": {},
   "source": [
    "---\n",
    "title: Palmer Penguins\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d60062d2-fbc5-44b4-bbe2-a0a91b091b80",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import altair as alt\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e6674be-36f4-43c1-acac-e2ed05f48885",
   "metadata": {},
   "source": [
    "Data from [Palmer Penguins R package](https://allisonhorst.github.io/palmerpenguins/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a5023e8f-9166-4a12-8b9d-0d23124b6065",
   "metadata": {
    "tags": [
     "import"
    ]
   },
   "outputs": [],
   "source": [
    "penguins = pd.read_csv(\"https://pos.it/palmer-penguins-github-csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "40856584-e066-4dc0-a7d7-1c0ca97e0d68",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>species</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Chinstrap</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Gentoo</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     species  count\n",
       "0     Adelie    152\n",
       "1  Chinstrap     68\n",
       "2     Gentoo    124"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#| label: species-counts\n",
    "penguins.groupby(\"species\").size().reset_index(name = \"count\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2f185890-975f-4902-88ff-1c6632221e42",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "colors = [\"#FF8C00\", \"#A020F0\", \"#008B8B\"]\n",
    "sns.set_palette(colors, n_colors = 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d407de9b-a246-4bda-b0f9-f1312bb0cd4a",
   "metadata": {
    "tags": [
     "bill-ratio"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 717x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| fig-alt: A density plot of bill ratio by species. \n",
    "penguins[\"bill_ratio\"] = (\n",
    "   penguins[\"bill_length_mm\"] / penguins[\"bill_depth_mm\"] \n",
    ")\n",
    "sns.displot(penguins, \n",
    "            x = \"bill_ratio\", \n",
    "            hue = \"species\", \n",
    "            kind = \"kde\", fill = True, aspect = 2, height = 3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fdb537e8-d0e6-44d7-8e5d-eb0094918c0f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 717x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 717x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| label: fig-bill-marginal\n",
    "#| fig-cap: Marginal distributions of bill dimensions\n",
    "#| fig-subcap: \n",
    "#|   - Gentoo penguins tend to have thinner bills,\n",
    "#|   - and Adelie penguins tend to have shorter bills.\n",
    "#| fig-alt:\n",
    "#|   - Density plot of bill depth by species.\n",
    "#|   - Density plot of bill length by species.\n",
    "#| layout-ncol: 2\n",
    "\n",
    "sns.displot(penguins, \n",
    "            x = \"bill_depth_mm\", \n",
    "            hue = \"species\", \n",
    "            kind = \"kde\", fill = True, \n",
    "            aspect = 2, height = 3)\n",
    "plt.show()\n",
    "sns.displot(penguins, \n",
    "            x = \"bill_length_mm\", \n",
    "            hue = \"species\", \n",
    "            kind = \"kde\", fill = True, \n",
    "            aspect = 2, height = 3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "69e80e21-0f40-4ade-8dc7-91a5e25c3a7e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "scale = alt.Scale(domain = ['Adelie', 'Chinstrap', 'Gentoo'],\n",
    "                  range = colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "04299879-44f2-4273-a2bf-b3441559fb76",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
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2.7127659574468086}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 49.7, \"bill_depth_mm\": 18.6, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3600.0, \"sex\": \"male\", \"year\": 2008, \"bill_ratio\": 2.672043010752688}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 47.5, \"bill_depth_mm\": 16.8, \"flipper_length_mm\": 199.0, \"body_mass_g\": 3900.0, \"sex\": \"female\", \"year\": 2008, \"bill_ratio\": 2.827380952380952}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 47.6, \"bill_depth_mm\": 18.3, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3850.0, \"sex\": \"female\", \"year\": 2008, \"bill_ratio\": 2.601092896174863}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 52.0, \"bill_depth_mm\": 20.7, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4800.0, \"sex\": \"male\", \"year\": 2008, \"bill_ratio\": 2.5120772946859904}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 46.9, \"bill_depth_mm\": 16.6, \"flipper_length_mm\": 192.0, \"body_mass_g\": 2700.0, \"sex\": \"female\", \"year\": 2008, \"bill_ratio\": 2.8253012048192767}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 53.5, \"bill_depth_mm\": 19.9, \"flipper_length_mm\": 205.0, \"body_mass_g\": 4500.0, \"sex\": \"male\", \"year\": 2008, \"bill_ratio\": 2.6884422110552766}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 49.0, \"bill_depth_mm\": 19.5, \"flipper_length_mm\": 210.0, \"body_mass_g\": 3950.0, \"sex\": \"male\", \"year\": 2008, \"bill_ratio\": 2.5128205128205128}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 46.2, \"bill_depth_mm\": 17.5, \"flipper_length_mm\": 187.0, \"body_mass_g\": 3650.0, \"sex\": \"female\", \"year\": 2008, \"bill_ratio\": 2.64}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.9, \"bill_depth_mm\": 19.1, \"flipper_length_mm\": 196.0, \"body_mass_g\": 3550.0, \"sex\": \"male\", \"year\": 2008, \"bill_ratio\": 2.664921465968586}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 45.5, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 196.0, \"body_mass_g\": 3500.0, \"sex\": \"female\", \"year\": 2008, \"bill_ratio\": 2.676470588235294}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.9, \"bill_depth_mm\": 17.9, \"flipper_length_mm\": 196.0, \"body_mass_g\": 3675.0, \"sex\": \"female\", \"year\": 2009, \"bill_ratio\": 2.8435754189944134}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.8, \"bill_depth_mm\": 18.5, \"flipper_length_mm\": 201.0, \"body_mass_g\": 4450.0, \"sex\": \"male\", \"year\": 2009, \"bill_ratio\": 2.745945945945946}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.1, \"bill_depth_mm\": 17.9, \"flipper_length_mm\": 190.0, \"body_mass_g\": 3400.0, \"sex\": \"female\", \"year\": 2009, \"bill_ratio\": 2.7988826815642462}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 49.0, \"bill_depth_mm\": 19.6, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4300.0, \"sex\": \"male\", \"year\": 2009, \"bill_ratio\": 2.5}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 51.5, \"bill_depth_mm\": 18.7, \"flipper_length_mm\": 187.0, \"body_mass_g\": 3250.0, \"sex\": \"male\", \"year\": 2009, \"bill_ratio\": 2.7540106951871657}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 49.8, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 198.0, \"body_mass_g\": 3675.0, \"sex\": \"female\", \"year\": 2009, \"bill_ratio\": 2.8786127167630053}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 48.1, \"bill_depth_mm\": 16.4, \"flipper_length_mm\": 199.0, \"body_mass_g\": 3325.0, \"sex\": \"female\", \"year\": 2009, \"bill_ratio\": 2.932926829268293}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 51.4, \"bill_depth_mm\": 19.0, \"flipper_length_mm\": 201.0, \"body_mass_g\": 3950.0, \"sex\": \"male\", \"year\": 2009, \"bill_ratio\": 2.705263157894737}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 45.7, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 193.0, \"body_mass_g\": 3600.0, \"sex\": \"female\", \"year\": 2009, \"bill_ratio\": 2.6416184971098264}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.7, \"bill_depth_mm\": 19.7, \"flipper_length_mm\": 203.0, \"body_mass_g\": 4050.0, \"sex\": \"male\", \"year\": 2009, \"bill_ratio\": 2.5736040609137056}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 42.5, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 187.0, \"body_mass_g\": 3350.0, \"sex\": \"female\", \"year\": 2009, \"bill_ratio\": 2.4566473988439306}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 52.2, \"bill_depth_mm\": 18.8, \"flipper_length_mm\": 197.0, \"body_mass_g\": 3450.0, \"sex\": \"male\", \"year\": 2009, \"bill_ratio\": 2.776595744680851}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 16.6, \"flipper_length_mm\": 191.0, \"body_mass_g\": 3250.0, \"sex\": \"female\", \"year\": 2009, \"bill_ratio\": 2.7228915662650603}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 49.3, \"bill_depth_mm\": 19.9, \"flipper_length_mm\": 203.0, \"body_mass_g\": 4050.0, \"sex\": \"male\", \"year\": 2009, \"bill_ratio\": 2.477386934673367}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.2, \"bill_depth_mm\": 18.8, \"flipper_length_mm\": 202.0, \"body_mass_g\": 3800.0, \"sex\": \"male\", \"year\": 2009, \"bill_ratio\": 2.670212765957447}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 45.6, \"bill_depth_mm\": 19.4, \"flipper_length_mm\": 194.0, \"body_mass_g\": 3525.0, \"sex\": \"female\", \"year\": 2009, \"bill_ratio\": 2.350515463917526}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 51.9, \"bill_depth_mm\": 19.5, \"flipper_length_mm\": 206.0, \"body_mass_g\": 3950.0, \"sex\": \"male\", \"year\": 2009, \"bill_ratio\": 2.6615384615384614}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 46.8, \"bill_depth_mm\": 16.5, \"flipper_length_mm\": 189.0, \"body_mass_g\": 3650.0, \"sex\": \"female\", \"year\": 2009, \"bill_ratio\": 2.836363636363636}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 45.7, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3650.0, \"sex\": \"female\", \"year\": 2009, \"bill_ratio\": 2.6882352941176473}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 55.8, \"bill_depth_mm\": 19.8, \"flipper_length_mm\": 207.0, \"body_mass_g\": 4000.0, \"sex\": \"male\", \"year\": 2009, \"bill_ratio\": 2.818181818181818}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 43.5, \"bill_depth_mm\": 18.1, \"flipper_length_mm\": 202.0, \"body_mass_g\": 3400.0, \"sex\": \"female\", \"year\": 2009, \"bill_ratio\": 2.4033149171270716}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 49.6, \"bill_depth_mm\": 18.2, \"flipper_length_mm\": 193.0, \"body_mass_g\": 3775.0, \"sex\": \"male\", \"year\": 2009, \"bill_ratio\": 2.7252747252747254}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.8, \"bill_depth_mm\": 19.0, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4100.0, \"sex\": \"male\", \"year\": 2009, \"bill_ratio\": 2.6736842105263157}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.2, \"bill_depth_mm\": 18.7, \"flipper_length_mm\": 198.0, \"body_mass_g\": 3775.0, \"sex\": \"female\", \"year\": 2009, \"bill_ratio\": 2.6844919786096257}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#| label: fig-bill-scatter\n",
    "#| fig-cap: >\n",
    "#|   A scatterplot of bill dimensions for \n",
    "#|   penguins, made with Altair.\n",
    "alt.Chart(penguins).mark_circle(size=60).encode(\n",
    "    alt.X('bill_length_mm',\n",
    "        scale=alt.Scale(zero=False)\n",
    "    ),\n",
    "    alt.Y('bill_depth_mm',\n",
    "        scale=alt.Scale(zero=False)\n",
    "    ),\n",
    "    color = alt.Color('species', scale = scale),\n",
    "    tooltip=['species', 'sex', 'island']\n",
    ")"
   ]
  }
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